A system and method for providing erasure code data protection for an array of solid state drives. The solid state drives are connected to an ethernet switch which includes a raid control circuit, or a state machine, to process read or write commands that may be received from a remote host. The raid control circuit, if present, uses a low-latency cache to execute write commands, and the state machine, if present, uses a local central processing unit, which in turn uses a memory as a low-latency cache, to similar effect.
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#2# 1. #3# A system for providing protected data storage, the system comprising:
an ethernet switch;
a plurality of ethernet storage devices, one or more of the ethernet storage devices being connected to the ethernet switch;
a local central processing unit, connected to the ethernet switch,
wherein the ethernet switch comprises:
a media access control circuit;
a virtual local area network circuit;
a layer 2 processing circuit;
a layer 3 processing circuit; and
a raid control circuit, the raid control circuit being configured to control the ethernet storage devices as a redundant array of independent disks,
wherein the raid control circuit is connected to:
the media access control circuit;
the virtual local area network circuit;
the layer 2 processing circuit; and
the layer 3 processing circuit.
#2# 13. #3# A system for providing protected data storage, the system comprising:
an ethernet switch;
a plurality of ethernet storage devices, one or more of the ethernet storage devices being connected to the ethernet switch;
a local central processing unit, connected to the ethernet switch,
wherein the ethernet switch comprises:
a media access control circuit;
a virtual local area network circuit;
a layer 2 processing circuit;
a layer 3 processing circuit; and
a state machine,
wherein the state machine is connected to:
the media access control circuit;
the virtual local area network circuit;
the layer 2 processing circuit; and
the layer 3 processing circuit, and
wherein the state machine and the local central processing unit are configured to control the ethernet storage devices as a redundant array of independent disks.
#2# 21. #3# A method for operating a storage system, the storage system comprising:
an ethernet switch;
a plurality of ethernet storage devices, one or more of the ethernet storage devices being connected to the ethernet switch;
a local central processing unit, connected to the ethernet switch,
wherein the ethernet switch comprises:
a media access control circuit;
a virtual local area network circuit;
a layer 2 processing circuit;
a layer 3 processing circuit; and
a raid control circuit, the raid control circuit being configured to control the ethernet storage devices as a redundant array of independent disks,
wherein the raid control circuit is connected to:
the media access control circuit;
the virtual local area network circuit;
the layer 2 processing circuit; and
the layer 3 processing circuit,
the storage system further comprising a cache device connected to the raid control circuit,
the method comprising, upon receipt of a write command comprising a write address:
determining whether data corresponding to the write address are stored in the cache device; and
when data corresponding to the write address are stored in the cache device, modifying the data stored in the cache device in accordance with the write command, and
when data corresponding to the write address are not stored in the cache device:
allocating a space in the cache device,
reading data from one or more ethernet storage devices of the plurality of ethernet storage devices into the space, and modifying the data in the space in accordance with the write command.
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The present application claims priority to and the benefit of U.S. Provisional Application No. 62/621,435, filed Jan. 24, 2018, entitled “DISTRIBUTED DATA PLANE METHOD AND APPARATUS FOR PROVIDING ERASURE CODE DATA PROTECTION ACROSS MULTIPLE NVME OVER FABRICS STORAGE DEVICES (ESSDS)”, the entire content of which is incorporated herein by reference.
One or more aspects of embodiments according to the present invention relate to data storage, and more particularly to a system and method for providing erasure code data protection for an array of solid state drives.
Ethernet-attached nonvolatile memory express (NVMe) solid state drives (SSDs) (e.g. NVMe over Fabrics (NVMeoF) storage devices) may be used in various applications to store data. With NVMe over Fabrics configurations, optimizing Ethernet and SSD cost-performance may be challenging. For example, Ethernet speed significantly increased with the advent of 50 G/100 G technology, while SSD performance may depend on the peripheral component interconnect express (PCIe) interface and NAND flash technology. Fabric-attached SSDs present additional unique design challenges for supporting erasure code data protection since each device may provide point-to-point connectivity. Having an application specific integrated circuit (ASIC) external to storage devices, such as a controller for a redundant array of independent disks (RAID), e.g., a RAID on chip (ROC), may increase latency and degrade performance.
Some NVMe and NVMe over Fabrics SSDs support single-pathing IO. Some SSDs do support multiple dual pathing IO for higher system availability and improved system fault protection. Such SSDs may however be more costly and may provide slightly inferior performance.
Thus, there is a need for an improved system and method for providing erasure code data protection for an array of SSDs over a data plane, such as Ethernet.
Aspects of embodiments of the present disclosure are directed toward a system and method for providing erasure code data protection for an array of solid state drives. The solid state drives are connected to an Ethernet switch which includes a RAID controller or RAID On Chip (ROC), or a state machine, to process read or write commands that may be received from a remote host. The RAID controller, (or “RAID control circuit”), if present, uses a low-latency cache to execute write commands, and the state machine, if present, uses a local central processing unit as ROC, which in turn uses a memory as a low-latency cache, to similar effect.
According to an embodiment of the present invention there is provided a system for providing protected data storage, the system including: an Ethernet switch; a plurality of Ethernet storage devices, one or more of the Ethernet storage devices being connected to the Ethernet switch; a local central processing unit, connected to the Ethernet switch, wherein the Ethernet switch includes: a media access control circuit; a virtual local area network circuit; a layer 2 processing circuit; a layer 3 processing circuit; and a RAID control circuit, the RAID control circuit being configured to control the Ethernet storage devices as a redundant array of independent disks, wherein the RAID control circuit is connected to: the media access control circuit; the virtual local area network circuit; the layer 2 processing circuit; and the layer 3 processing circuit.
In one embodiment, the system includes a cache device connected to the RAID control circuit.
In one embodiment, the RAID control circuit is configured, upon receipt of a write command including a write address, to: determine whether data corresponding to the write address are stored in the cache device; and when data corresponding to the write address are stored in the cache device, to modify the data stored in the cache device in accordance with the write command, and when data corresponding to the write address are not stored in the cache device: to allocate a space in the cache device, to read data from one or more Ethernet storage devices of the plurality of Ethernet storage devices into the space, and to modify the data in the space in accordance with the write command.
In one embodiment, the cache device has a latency lower than a latency of an Ethernet storage device of the plurality of Ethernet storage devices by at least a factor of 5.
In one embodiment, the Ethernet switch includes the cache device.
In one embodiment, the cache device has a latency lower than a latency of an Ethernet storage device of the plurality of Ethernet storage devices by at least a factor of 5.
In one embodiment, the Ethernet switch is on a single semiconductor die.
In one embodiment, the local central processing unit is configured, at system initialization, to configure the Ethernet switch.
In one embodiment, the Ethernet switch is configured to forward Ethernet packets, received at a host port of the system addressed to a storage Ethernet address of the system, to the RAID control circuit.
In one embodiment, the Ethernet switch is configured to disregard Ethernet packets received at a host port of the system addressed to an Ethernet address of an Ethernet storage device of the plurality of Ethernet storage devices.
In one embodiment, the system includes a peripheral component interconnect express (PCIe) switch, connected to one or more of the plurality of Ethernet storage devices and to the local central processing unit.
In one embodiment, the system includes a baseboard management controller, connected to the PCIe switch.
According to an embodiment of the present invention there is provided a system for providing protected data storage, the system including: an Ethernet switch; a plurality of Ethernet storage devices, one or more of the Ethernet storage devices being connected to the Ethernet switch; a local central processing unit, connected to the Ethernet switch, wherein the Ethernet switch includes: a media access control circuit; a virtual local area network circuit; a layer 2 processing circuit; a layer 3 processing circuit; and a state machine, wherein the state machine is connected to: the media access control circuit; the virtual local area network circuit; the layer 2 processing circuit; and the layer 3 processing circuit, and wherein the state machine and the local central processing unit are configured to control the Ethernet storage devices as a redundant array of independent disks.
In one embodiment, the system includes a memory connected to the local central processing unit.
In one embodiment, the state machine and the local central processing unit are configured, upon receipt of a write command including a write address, to: determine whether data corresponding to the write address are stored in the memory; and when data corresponding to the write address are stored in the memory, to modify the data stored in the memory in accordance with the write command, and when data corresponding to the write address are not stored in the memory: to allocate a space in the memory, to read data from one or more Ethernet storage devices of the plurality of Ethernet storage devices into the space, and to modify the data in the space in accordance with the write command.
In one embodiment, the memory has a latency lower than a latency of an Ethernet storage device of the plurality of Ethernet storage devices by at least a factor of 5.
In one embodiment, the Ethernet switch is on a single semiconductor die.
In one embodiment, the system includes a peripheral component interconnect express (PCIe) switch, connected to one or more of the plurality of Ethernet storage devices and to the local central processing unit.
In one embodiment, the system includes a baseboard management controller, connected to the PCIe switch.
In one embodiment, the state machine includes fewer than 200,000 gates.
According to an embodiment of the present invention there is provided a method for operating a storage system, the storage system including: an Ethernet switch; a plurality of Ethernet storage devices, one or more of the Ethernet storage devices being connected to the Ethernet switch; a local central processing unit, connected to the Ethernet switch, wherein the Ethernet switch includes: a media access control circuit; a virtual local area network circuit; a layer 2 processing circuit; a layer 3 processing circuit; and a RAID control circuit, the RAID control circuit being configured to control the Ethernet storage devices as a redundant array of independent disks, wherein the RAID control circuit is connected to: the media access control circuit; the virtual local area network circuit; the layer 2 processing circuit; and the layer 3 processing circuit, the storage system further including a cache device connected to the RAID control circuit, the method including, upon receipt of a write command including a write address: determining whether data corresponding to the write address are stored in the cache device; and when data corresponding to the write address are stored in the cache device, modifying the data stored in the cache device in accordance with the write command, and when data corresponding to the write address are not stored in the cache device: allocating a space in the cache device, reading data from one or more Ethernet storage devices of the plurality of Ethernet storage devices into the space, and modifying the data in the space in accordance with the write command.
These and other features and advantages of the present invention will be appreciated and understood with reference to the specification, claims, and appended drawings wherein:
The detailed description set forth below in connection with the appended drawings is intended as a description of exemplary embodiments of a system and method for providing erasure code data protection for an array of solid state drives provided in accordance with the present invention and is not intended to represent the only forms in which the present invention may be constructed or utilized. The description sets forth the features of the present invention in connection with the illustrated embodiments. It is to be understood, however, that the same or equivalent functions and structures may be accomplished by different embodiments that are also intended to be encompassed within the scope of the invention. As denoted elsewhere herein, like element numbers are intended to indicate like elements or features.
Referring to
The storage system further includes a PCIe switch 115 connected to the plurality of Ethernet solid state drives 110, a local central processing unit (CPU) 120 connected to the Ethernet switch 105 and to the PCIe switch 115, a board management controller (BMC) 125 connected to the PCIe switch 115, and a cache device 130 connected to the Ethernet switch 105. The elements except for the Ethernet solid state drives 110 may be mounted on a switch motherboard 135, which may be connected to the Ethernet solid state drives 110 through a midplane 140. As shown in
As mentioned in U.S. patent application Ser. No. 15/470,774, filed Mar. 27, 2017, the entire content of which is incorporated herein by reference, erasure codes may be used in the storage system to protect the stored data in the event of failure or removal of one of the Ethernet solid state drives 110. The erasure codes for a data block may include (e.g., consist of) redundant additional information that may be used to reconstruct the data in the data block if a portion of the data are lost. The erasure codes may generally be stored on a separate Ethernet solid state drive 110 from the data that they protect, so that the failure or removal of any one Ethernet solid state drive 110 will not result in a loss of data; if the disk storing the erasure codes fails or is removed, the data are unaffected, and if the disk storing the data fails or is removed, the data may be recovered from the erasure codes.
Referring to
For example, in operation, in a step identified by a square containing the digit 1 in
If the command is a write command, the Ethernet switch 105 forwards the packet (in a step identified by a square containing the digit 3 in
The board management controller 125 has a communication link to all Ethernet solid state drives 110, which may be used to detect the removal or installation of any Ethernet solid state drive 110. This link may be for example a PCIe link through a PCIe switch (and may use the PCIe sideband, e.g., the PRSNT# and If_Det# pins). The other method is through a complex programmable logic device (CPLD) where the CPLD is collecting all the status pins from all slots and generates an interrupt to notify whenever a drive has been hot added or hot removed. In this case, the local central processing unit 120 and the board management controller 125 are notified and react appropriately. The board management controller 125 can sense presence pin signals from all connected Ethernet solid state drives 110. Hence the board management controller 125 knows which Ethernet solid state drives 110 are present or removed, and it knows the status of each of the Ethernet solid state drives 110, using the NVMe management interface (NVMe-MI) protocol. The board management controller 125 notifies the local central processing unit 120 and the RAID control circuit 415 of any recently added or removed Ethernet solid state drive 110 by providing device ID and storage capacity of the added or removed device. When the local central processing unit 120 and the RAID control circuit 415 are notified (by the board management controller 125) that an Ethernet solid state drive 110 has been added, the local central processing unit 120 and the RAID control circuit 415 determine what action is appropriate, depending on what the current RAID level is and the minimum number of Ethernet solid state drives 110 (and respective drive capacities) necessary to support the current RAID level.
When one of the Ethernet solid state drives 110 is removed, the board management controller 125 notifies the local central processing unit 120 and the RAID controller 415 about the missing drive. Any subsequent host write command is then handled by the local central processing unit 120 and the RAID controller 415, which then perform reads from all Ethernet solid state drives 110 which store a portion of the stripe. The local central processing unit 120 then performs read-modify-write of the RAID stripe. and generates a new parity code. When one of the Ethernet solid state drives 110 fails, the local central processing unit 120 is notified and the RAID controller and board management controller 125 are notified in turn.
In normal operation, all of the Ethernet solid state drives 110 behind the local central processing unit 120 and the RAID controller 415 are hidden from the host/device data path. The local central processing unit 120 may, at system initialization, configure the Ethernet switch 105 to hide the Ethernet solid state drives 110 from the remote host. For example, the local central processing unit 120 may configure the Ethernet switch 105 so that Ethernet packets received at a “host port” (or “Uplink Ethernet Port”) (to which the remote host is connected) addressed to the Ethernet address of one of the Ethernet solid state drives 110 are ignored, and so that Ethernet packets received at the host port addressed to an Ethernet address defined as the storage address of the storage system are forwarded to the RAID controller 415 (or to the state machine 805, in the embodiment of
In some embodiments, software may operate as follows. As used herein, an “erasure coding set” is a set of disks over which erasure coding is performed, in order to provide fault tolerance against disk failures (erasures). The total number of disks in the erasure coding set is N=K+M, where K is the number of disks holding user data and M is the number of coding disks.
As used herein, a “write-ahead logging device”, or “WAL device”, is a device managed by the system and used for controlling the state of stripes as they are modified and read by a host interacting with the system.
As used herein, a “stripe” is a layout of data and erasure coding blocks for a defined range of addressable space available to a host for input and output (TO). A stripe may contain K data segments and M coding segments, where the segments are fixed size boundaries within a stripe corresponding to a fixed region on a disk in the erasure coding set.
As used herein, a “stripe state header” is a relatively small data structure which exists on the WAL device and indicates the state of a stripe as it is being modified or accessed. It may have a bitmap with a bit for each disk in the current erasure coding set, up to a defined maximum count of disks. Further, it may have a bit for each coding segment within the stripe where a 0 indicates that the segment does not contain valid coding bytes and a 1 indicates that the segment does have valid coding bytes.
As used herein, a “stripe manager” is a module that executes the set of operations or methods described here; it can be implemented in FPGA, ASIC, or in software (system/kernel mode or application/user mode) or alternative physical embodiment.
An exemplary stripe layout is shown in Table 1. It shows a layout for an erasure coding set with a total of six disks, with four disks used for data and two for coding. The location of the coding segments is distributed (as in RAID-5) to avoid difference in wear leveling between the data and coding disks.
TABLE 1
Stripe 0
Code Seg. 0
Code Seg. 1
Data Seg. 0
Data Seg. 1
Data Seg. 2
Data Seg. 3
Stripe 1
Data Seg. 0
Code Seg. 0
Code Seg. 1
Data Seg. 1
Data Seg. 2
Data Seg. 3
Stripe 2
Data Seg. 0
Data Seg. 1
Code Seg. 0
Code Seg. 1
Data Seg. 2
Data Seg. 3
Stripe 3
Data Seg. 0
Data Seg. 1
Data Seg. 2
Code Seg. 0
Code Seg. 1
Data Seg. 3
A write method with delayed computation of coding data may be performed, by the stripe manager, as follows. When a write command is received from a host or initiator, the stripe number is computed from the offset (bytes or LBA) specified in the write command. The affected data segment numbers and coding segment numbers are calculated from the stripe number and the count of disks in the erasure coding set. An initial write redundancy level (WRL), which is a user-configurable number, is read from configuration settings to obtain the number of coding segments that have to be written before the write is acknowledged to the initiator. This represents the minimum fault tolerance level that must be established before any write is acknowledged. For the fastest setting, this number is set to 0. The highest possible value of this number is M, where M is the number of coding disks—the highest setting requires that the maximum fault tolerance possible given the current erasure coding configuration be enforced, i.e., that all coding blocks corresponding to a given write have to be updated on the coding disks before the write is acknowledged.
Next, a free stripe is obtained from the list of free stripes, and a corresponding stripe state header is obtained. The RAID control circuit 415 then prepares to issue (e.g., it generates) IOs on a number of disks that are part of the current stripe, where the number is equal to the K+WRL. If the WRL is set to 0, then only the data disks need to be updated (i.e. the coding data will be written at a later stage).
Next, the fields in the stripe state header are set to indicate that the stripe is being modified and that none of the coding segments are updated.
Next, the input and output commands described above are issued, and the system waits for them to be completed.
When the last input or output commands in the set described above has been completed, the stripe state header is updated to show that the stripe is dirty but that some of the coding segments in the stripe are not updated: the number of such segments is equal to (M-WRL). The stripe header may be updated to show which segments contain valid data. This information is used when performing delayed updates to those Ethernet solid state drives 110.
Next, a write updater process is notified that new dirty stripe entries are available. This process obtains a stripe state header from a queue of such headers, obtains the list of coding segments that need to be updated; performs erasure coding computations to obtain the data blocks for those coding segments; writes those blocks to the disks corresponding to the coding segments; waits for those writes to complete; and clears the dirty bit from the stripe state header.
A stripe consistency check process (or “write update process”) may be performed, as follows, on startup or at initialization when the system attempts to fix errors due to internal inconsistencies in a stripe that may arise when stripes are partially updated before system interruption. The following steps are executed in this method. The list of dirty stripe state headers is obtained. For each entry in the list, a number of steps are executed to ensure that data and coding segments within the stripe are consistent. The data segments are read to obtain the user data for the stripes. If there are delayed or in-progress coding segments as specified above, in the description of the write method with delayed computation of coding data (in the steps from the setting of the fields in the stripe state header, through the updating of the stripe state header, inclusive), then the coding data for those segments are computed and those segments are updated.
When all coding segments in the stripe header are updated, the stripe header is marked as clean (i.e., the dirty bit is cleared).
In some embodiments, a distributed redundant write-ahead-log (WAL) is used with the Ethernet solid state drives 110. Such an approach may leverage some low-latency nonvolatile memory (NVM) inside the Ethernet solid state drives 110 as a low-latency, distributed, mirrored, write-ahead-log (WAL). This has the benefit of optimizing write latency, because an NVMeoF write request can be acknowledged to the client as soon as the write data is stored in the mirrored WAL and without the need to wait for the Ethernet switch 105 to read data from the Ethernet solid state drives 110 for the erasure coding computations. The scalable nature of this WAL distributed across all of the Ethernet solid state drives 110 also has benefit in terms of write throughput, because it alleviates the write bottleneck of a localized WAL within the Ethernet switch 105.
In some embodiments, for each user write request, the Ethernet switch 105 performs a lookup or hash of the LBA (and NVMe namespace) for the incoming write request to get the IDs or addresses for a pair of Ethernet solid state drives 110 that provide a mirrored WAL. For large block writes, the lookup or hash may return a different pair of Ethernet solid state drives 110 for each segment in the erasure coding stripe. The WAL functionality may be load balanced across all of the Ethernet solid state drives 110 according to some fair mapping or hashing algorithm across all LBAs and NVMe namespaces.
The Ethernet switch 105 then duplicates the write request to the low-latency nonvolatile memory on the particular pair of Ethernet solid state drives 110 (potentially a different pair of Ethernet solid state drives 110 for each segment of a large block write). Such a write to the low-latency nonvolatile memory of an Ethernet solid state drives 110 may be accomplished via any of a number of protocols such as NVMeoF or TCP/IP where the target address is the low-latency nonvolatile memory on the Ethernet solid state drive 110, not the flash memory. Once the two Ethernet solid state drives 110 acknowledge the write to the low-latency nonvolatile memory, then the Ethernet switch can acknowledge the NVMeoF write to the client.
The Ethernet switch 105 then proceeds with performing the erasure coding algorithm to provide data protection of the data stored on flash. For a full stripe write, this entails performing an erasure coding computation across the full stripe of data, then writing each data and code segment to the corresponding Ethernet solid state drives 110, using an NVMeoF write command. Once each Ethernet solid state drive 110 has acknowledged the write, the Ethernet switch then requests the pair of Ethernet solid state drives 110 for the WAL mirror (per segment) to flush the corresponding data from the WAL.
For a partial stripe write, this entails first reading old data segments of the stripe from the corresponding Ethernet solid state drives 110 before performing the erasure coding computation across the full stripe of data, where the full stripe of data consists of a mix of newly written segments and old segments, i.e., read-modify-write of the whole stripe. The Ethernet switch 105 then proceeds with writing the data and code segments as in the full stripe write case, and then flushes the WAL mirror once all Ethernet solid state drives 110 have written their data to flash. Only the changed data segments of the stripe need to be written to flash.
During the period of time between when a new incoming write has been stored in the distributed mirrored WAL and when the write is stored to flash, any incoming NVMeoF read request to the same address needs to be directed to the new data stored in the WAL rather than the stale data in flash. This could be accomplished in a number of ways, including the following two.
In a first approach, the Ethernet switch 105 maintains a table (or content-addressable memory (CAM)) of LBAs that are known to have new data stored in the WAL. For each incoming NVMeoF read request, the Ethernet switch first looks up the LBA in the table/CAM. If there is a match, then the read request is changed to become a read from the WAL on one of the two Ethernet solid state drives 110 that have the new data. This lookup is done for the LBA of each segment of the read request, and it could turn out that some segments are read from WAL while other segments are read from flash.
In a second approach, the lookup/hash function that maps an LBA to pair of Ethernet solid state drives 110 for the WAL mirror is designed in way such that one of the two Ethernet solid state drives 110 in the mirror is the same Ethernet solid state drive 110 that ultimately stores the data in flash for the same LBA. An incoming NVMeoF read request for a given LBA can then be directly forwarded to the Ethernet solid state drive 110 for that LBA, and the onus is on that Ethernet solid state drive 110 to determine whether valid data is in the WAL or flash. This may be accomplished by maintaining a similar table/CAM in the Ethernet switch 105 as is described for the first approach, above.
If the second approach is used, then the write case can be further optimized since the write-to-flash of data that has just been stored in WAL can be achieved by copying the data from WAL to flash on the Ethernet solid state drive 110 instead of re-transferring the data from the Ethernet switch to the Ethernet solid state drive 110. Thus when the Ethernet switch sends an NVMeoF write command to an Ethernet solid state drive 110, it can specify the source address of the data to be the WAL on that Ethernet solid state drive 110.
Referring to
It will be understood that, although the terms “first”, “second”, “third”, etc., may be used herein to describe various elements, components, regions, layers and/or sections, these elements, components, regions, layers and/or sections should not be limited by these terms. These terms are only used to distinguish one element, component, region, layer or section from another element, component, region, layer or section. Thus, a first element, component, region, layer or section discussed herein could be termed a second element, component, region, layer or section, without departing from the spirit and scope of the inventive concept.
Spatially relative terms, such as “beneath”, “below”, “lower”, “under”, “above”, “upper” and the like, may be used herein for ease of description to describe one element or feature's relationship to another element(s) or feature(s) as illustrated in the figures. It will be understood that such spatially relative terms are intended to encompass different orientations of the device in use or in operation, in addition to the orientation depicted in the figures. For example, if the device in the figures is turned over, elements described as “below” or “beneath” or “under” other elements or features would then be oriented “above” the other elements or features. Thus, the example terms “below” and “under” can encompass both an orientation of above and below. The device may be otherwise oriented (e.g., rotated 90 degrees or at other orientations) and the spatially relative descriptors used herein should be interpreted accordingly. In addition, it will also be understood that when a layer is referred to as being “between” two layers, it can be the only layer between the two layers, or one or more intervening layers may also be present.
The terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the inventive concept. As used herein, the terms “substantially,” “about,” and similar terms are used as terms of approximation and not as terms of degree, and are intended to account for the inherent deviations in measured or calculated values that would be recognized by those of ordinary skill in the art.
As used herein, the singular forms “a” and “an” are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will be further understood that the terms “comprises” and/or “comprising”, when used in this specification, specify the presence of stated features, integers, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components, and/or groups thereof. As used herein, the term “and/or” includes any and all combinations of one or more of the associated listed items. Expressions such as “at least one of,” when preceding a list of elements, modify the entire list of elements and do not modify the individual elements of the list. Further, the use of “may” when describing embodiments of the inventive concept refers to “one or more embodiments of the present invention”. Also, the term “exemplary” is intended to refer to an example or illustration. As used herein, the terms “use,” “using,” and “used” may be considered synonymous with the terms “utilize,” “utilizing,” and “utilized,” respectively.
It will be understood that when an element or layer is referred to as being “on”, “connected to”, “coupled to”, or “adjacent to” another element or layer, it may be directly on, connected to, coupled to, or adjacent to the other element or layer, or one or more intervening elements or layers may be present. In contrast, when an element or layer is referred to as being “directly on”, “directly connected to”, “directly coupled to”, or “immediately adjacent to” another element or layer, there are no intervening elements or layers present.
Any numerical range recited herein is intended to include all sub-ranges of the same numerical precision subsumed within the recited range. For example, a range of “1.0 to 10.0” is intended to include all subranges between (and including) the recited minimum value of 1.0 and the recited maximum value of 10.0, that is, having a minimum value equal to or greater than 1.0 and a maximum value equal to or less than 10.0, such as, for example, 2.4 to 7.6. Any maximum numerical limitation recited herein is intended to include all lower numerical limitations subsumed therein and any minimum numerical limitation recited in this specification is intended to include all higher numerical limitations subsumed therein.
Although exemplary embodiments of a system and method for providing erasure code data protection for an array of solid state drives have been specifically described and illustrated herein, many modifications and variations will be apparent to those skilled in the art. Accordingly, it is to be understood that a system and method for providing erasure code data protection for an array of solid state drives constructed according to principles of this invention may be embodied other than as specifically described herein. The invention is also defined in the following claims, and equivalents thereof.
Olarig, Sompong Paul, Worley, Fred, Kachare, Ramdas P., Sinha, Vikas K., Fischer, Stephen G.
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Mar 29 2018 | OLARIG, SOMPONG PAUL | SAMSUNG ELECTRONICS CO , LTD | ASSIGNMENT OF ASSIGNORS INTEREST SEE DOCUMENT FOR DETAILS | 045906 | /0890 | |
Mar 29 2018 | SINHA, VIKAS K | SAMSUNG ELECTRONICS CO , LTD | ASSIGNMENT OF ASSIGNORS INTEREST SEE DOCUMENT FOR DETAILS | 045906 | /0890 | |
Mar 29 2018 | KACHARE, RAMDAS P | SAMSUNG ELECTRONICS CO , LTD | ASSIGNMENT OF ASSIGNORS INTEREST SEE DOCUMENT FOR DETAILS | 045906 | /0890 | |
Mar 29 2018 | FISCHER, STEPHEN G | SAMSUNG ELECTRONICS CO , LTD | ASSIGNMENT OF ASSIGNORS INTEREST SEE DOCUMENT FOR DETAILS | 045906 | /0890 | |
Apr 02 2018 | WORLEY, FRED | SAMSUNG ELECTRONICS CO , LTD | ASSIGNMENT OF ASSIGNORS INTEREST SEE DOCUMENT FOR DETAILS | 045906 | /0890 | |
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